Methods and systems for operation upon one or more data processors to filter communications of users in accordance with content-based policy.
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1. A method for operation upon one or more data processors to filter communications based upon content based policy compliance, the method comprising:
for each of a plurality of sets of pre-existing files, defining a corresponding classification to be associated with the set of pre-existing files, the corresponding classification classifying content of the set of files as being associated with at least one of a plurality of departments of a business;
processing each of the sets of pre-existing files by one or more classification techniques;
generating a set of identifying characteristics for each corresponding classification, each set of identifying characteristics based on the set of pre-existing files associated with the corresponding classification;
for each of the plurality of corresponding classifications, receiving a rule specifying treatment of content identified as associated with the classification based on the set of known identifying characteristics; and
wherein each rule defines whether to forward a communication including content to a recipient based upon the classification of the content and at least one of the recipient and the sender.
24. A content-based policy compliance system configured to filter messages based upon content and at least one of senders or recipients associated with the messages, the system comprising:
a messaging content classifier configured to:
access a plurality of sets of pre-existing files and for each set of pre-existing files define corresponding classification to be associated with the set of pre-existing files, the corresponding classification classifying content of the set of files as being associated with at least one of a plurality of departments of a business;
processing each of the sets of pre-existing files by one or more classification techniques;
generating a set of identifying characteristics for each corresponding classification, each set of identifying characteristics based on the set of pre-existing files associated with the corresponding classification;
receive a message and classify the message as associated with at least one of the corresponding classifications associated with the business departments based upon the content of the message and the sets of identifying characteristics of the plurality of content classifications;
a messaging filter configured to receive the at least one corresponding classification from the messaging content classifier and to apply a rule to the message based upon the at least one corresponding classification and upon at least one of a sender or recipient of the message; and
forwarding logic configured to transmit the message responsive to output from the messaging filter.
32. Computer readable storage media storing instructions that upon execution by a system processor cause the system processor to filter communications transmitted over a communication network based upon the content of a communication and upon the sender and recipient(s) of the communication, the media having stored instruction that cause the system processor to perform operations comprising:
for each of a plurality of sets of pre-existing files, defining a corresponding classification to be associated with the set of pre-existing files, the corresponding classification classifying content of the set of files as being associated with at least one of a plurality of departments of a business;
processing each of the sets of pre-existing files by one or more classification techniques;
generating a set of identifying characteristics for each corresponding classification, each set of identifying characteristics based on the set of pre-existing files associated with the corresponding classification;
for each of the plurality of corresponding classifications, receiving a rule specifying treatment of content identified as associated with the classification based on the set of known identifying characteristics; and
wherein each rule defines whether to forward a communication including content to a recipient based upon the classification of the content and at least one of the recipient and the sender.
receiving a communication from a user, the communication containing an originating address, a receiving address, and content;
determining whether the content of the communication substantially matches any of the corresponding classifications based upon the sets of known identifying characteristics associated with the corresponding classifications, respectively; and
forwarding the communication responsive to the rule associated with the substantially matched corresponding classification, wherein the rule specifies an action to perform on the communication based upon the corresponding classification of the communication and upon the originating address and the receiving address of the communication.
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receiving a communication from an originating system;
extracting identifying characteristics associated with the communication;
comparing the communication's identifying characteristics with the set of identifying characteristics for each of the corresponding classification to identify a classification to be associated with the communication; and
applying a rule associated with the corresponding classification, the rule specifying whether the communication should be forwarded to its intended recipient.
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observing communication traffic;
identifying one or more patterns exhibited by observed communication traffic; and
generating a rule based upon the identified one or more patterns.
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This application claims priority to and the benefit of commonly assigned U.S. Provisional Application Ser. No. 60/736,121, entitled “CONTENT-BASED POLICY COMPLIANCE SYSTEMS AND METHODS,” filed Nov. 10, 2005, which is incorporated herein by reference in its entirety.
This application is continuation-in-part of and claims priority to and the benefit of commonly assigned U.S. application Ser. No. 11/173,941, entitled “MESSAGE PROFILING SYSTEMS AND METHODS,” filed on Jul. 1, 2005, which is a continuation-in-part of, and claims priority to and benefit of U.S. application Ser. No. 11/142,943, entitled “SYSTEMS AND METHODS FOR CLASSIFICATION OF MESSAGING ENTITIES,” filed on Jun. 2, 2005, both of which claim priority to and benefit of U.S. Provisional Application Ser. No. 60/625,507, entitled“Classification of Messaging Entities,” filed on Nov. 5, 2004, all of which are incorporated herein by reference in their entirety.
This application is a continuation-in-part of and claims priority to and the benefit of commonly assigned U.S. patent application Ser. No. 10/093,553, entitled “SYSTEMS AND METHODS FOR ADAPTIVE MESSAGE INTERROGATION THROUGH MULTIPLE QUEUES,” U.S. patent application Ser. No. 10/094,211, entitled “SYSTEMS AND METHODS FOR ENHANCING ELECTRONIC COMMUNICATION SECURITY,” and U.S. patent application Ser. No. 10/094,266, entitled “SYSTEMS AND METHODS FOR ANOMALY DETECTION IN PATTERNS OF MONITORED COMMUNICATION,” all filed on Mar. 8, 2002, each of which are hereby incorporated by reference in their entirety.
This application is also a continuation in part of and claims priority to and the benefit of commonly assigned U.S. patent application Ser. No. 10/361,091, filed Feb. 7, 2003, entitled “SYSTEMS AND METHODS FOR MESSAGE THREAT MANAGEMENT,” U.S. patent application Ser. No. 10/373,325, filed Feb. 24, 2003, entitled “SYSTEMS AND METHODS FOR UPSTREAM THREAT PUSHBACK,” U.S. patent application Ser. No. 10/361,067, filed Feb. 7, 2003, entitled “SYSTEMS AND METHODS FOR AUTOMATED WHITELISTING IN MONITORED COMMUNICATIONS,” and U.S. patent application Ser. No. 10/384,924, filed Mar. 6, 2003, entitled “SYSTEMS AND METHODS FOR SECURE COMMUNICATION DELIVERY.” The entire disclosure of all these applications is incorporated herein by reference.
This document relates generally to systems and methods for processing communications and more particularly to systems and methods for filtering communications.
In the electronic mail filtering industry, most existing systems are aimed at filtering incoming messages. Content policy compliance (e.g., compliance with corporate or governmental policy) can be an important consideration for companies in view of the increasingly electronic character of important communications and availability of a variety of electronic communication techniques.
In accordance with the teachings disclosed herein, methods and systems are provided for operation upon one or more data processors to filter communications in accordance with content based policy compliance. For example, a method and system can include: defining a classification associated with the content of a class of files; receiving a set of characteristics distinctive to the classification; wherein the set of characteristics has been derived based upon the set of files; receiving a rule defining the treatment of content substantially similar to the set of characteristics; and, wherein the rule defines whether to forward a communication to a recipient based upon the classification of the content and at least one of the recipient or the sender.
This disclosure relates to filtering the content of packets communicated over the network based upon a classification associated with the communication. It should therefore be understood that such communications can include e-mail, voice over internet protocol (VoIP) packets, instant messaging (IM), file transfer protocol (FTP) packets, hypertext transfer protocol (HTTP) packets, Gopher packets, and any other method whereby protected or sensitive content (e.g., trade secrets, privileged information, etc.) can be transferred over a network to another user.
It should be further understood that an organization often includes several departments which operate, to some degree, independently of one another. However, an organization may wish to prevent theft or disclosure of information based upon the person accessing the information, or based upon the person to whom the information is being sent. For example, an organization may not want engineering content disclosed to persons outside of the organization. Thus, the organization desires to limit the recipients of messages that include content related to engineering. However, traditional filtering systems do not provide an accurate classification of content being sent to/from users within an organization.
To increase the accuracy of classifying content associated with messages property (e.g., engineering files, marketing files, legal files, etc., including text documents, voice recordings, images, drawings, among others), a messaging policy compliance system 200 can be configured with a message content classification program 210 as shown in
The message content classification program 210 analyzes the content of a communication (included to travel across the network to a recipient) in order to classify the content of the communication. However, it should be understood that the messaging policy compliance system can also inspect incoming communications before distributing the communications to a receiving system. The messaging policy compliance system 200 compares at 220 the classification produced by the message content classification program 210 to a set of one or more rules to determine whether the message is in compliance with policy.
If the communication is in compliance with the organization's policies, the communication is forwarded to a recipient via the network 230. However, if the communication is not in compliance with the organization's policies, the communication is quarantined, dropped, notify an administrator or a sender/recipient, or take other action, as illustrated by block 240. Other actions can include, for example, stripping content and/or attachment of the message before forwarding, automatically encrypting the message before forwarding, delay delivery of the message, or other appropriate actions in response to a compliance violation. It should be understood that automatic encryption can include requesting a user or administrator's approval to encrypt. Moreover, automatic encryption can further include completely automating the decision to encrypt content at the server or client level, in accordance with policy and without user or administrator approval.
If only a portion of the communication is not in compliance with the organization's policies (e.g., a message contains two attachments where one complies with the policy(ies) and the other does not), the communication may be blocked (e.g., dropped, quarantined, etc.). Alternatively, such a communication could be automatically redacted by the messaging policy compliance system 200, such that it complies with the organization's policy(ies). Moreover, in the event that message cannot be transferred to a recipient because of a policy violation, a notification can be delivered to the originating system. It should be noted that the originating system can notify a system administrator. Alternatively, a system administrator can be notified directly by the messaging policy compliance system. It should be understood that there are numerous ways to manage a response to policy violations, each of which is intended to be included within the scope of this disclosure.
Another example of a messaging policy compliance system is shown in
Upon receiving a message from the communication client 270, the messaging policy compliance agent 260 would use the message content classification program 275 to determine a classification associated with the content of the communication. The messaging policy compliance agent 260 at 220 compares the classification associated with the content of the communication with a content-based messaging policy which could be set by the user, or by a system administrator. Where the communication does not comply with a content-based messaging policy, the agent can drop the communication, quarantine the communication, etc. as shown by block 285. It should be understood that such functionality could be integrated with the communication client. However, it should also be noted that the functionality of block 285 could be provided by the agent itself.
If the communication complies with the content-based policy(ies), the messaging policy compliance agent forwards the message to the originating system 290. It should be understood that the functionality of the originating system 290 could be included on the local computer 265 itself. The originating system 290 then sends the message to a recipient system via network(s) 295.
It should be noted that the messaging policy compliance agent can be used in conjunction with a messaging policy compliance server. Using such an architecture could provide multiple levels of content compliance checks. The agent/server architecture could allow the messaging policy compliance agent to record the user's activity and/or various events that occur on the computer (e.g., policy violations), and periodically provide updates of the user's activity to a messaging policy compliance server. The agent/server architecture could further allow the messaging policy server to periodically communicate updated content-based policy(ies) to the agent. It should be further noted that a messaging policy compliance agent 260, where practicable, can include any of the functionality of a messaging policy compliance system as described in the present disposure. As such, any of the functionality described with respect to a messaging policy compliance system can be used on a messaging policy compliance agent in accordance with the present disclosure.
The messaging policy compliance agent could further allow a user to request the addition of content-based policy(ies) at the local or server level. Where the requested content-based policy(ies) do not conflict with administrator content-based policy(ies), the local and/or server could apply the user requested content-based policy. Further, the messaging policy compliance agent could allow the user to request encryption on a communication via the communication client interface. Where the encryption request complies with content-based policy(ies) at the agent and/or server level, the requested encryption can be performed by either the server or the agent.
By way of example, a message content classification program 310, as shown in
Thus, it should be recognized that using a combination of classification algorithms on the content passing through the messaging policy compliance system 300 can provide a classification 390 associated with the content, and make a determination, as shown by decision block 320, whether the content of the message complies with content policy. Where the content complies with content policy the message is forwarded to a recipient system via a network 330. Where the content does not comply with content policy, the content can be dropped, quarantined, etc. as shown by block 340. Where the message is not forwarded to the recipient system, the messaging policy compliance system 300 can notify a sender, an originating system 350 and/or an administrator (not shown).
As an example, a policy could limit engineering-type information from being transmitted by human resources staff or to individuals outside of the company. The message content classification could identify engineering-type information, for example, by the inclusion of equations or words or phrases that are most commonly associated with engineering documents, presentations or drawings—and/or one of the classification techniques previously listed in this application. Communications identified as including characteristics in common with engineering documents, presentations or drawings would be tested by examining a message header to determine whether the sender was a human resources employee, or whether the recipient domain was not associated with the company.
It should be understood that using this method, an administrator could identify an individual suspected of leaking information. This individual could be monitored for compliance with company policy. Moreover, the message content classification program 310 can detect situation where the user is sending subsets of files, or where the individual is summarizing or rewording documents to avoid detection.
As shown in
A message content classification program 410 can generate a set of identifying characteristics for a class of content. The same techniques 460, 470, 480 are then used on communications entering the messaging policy compliance system 400. The characteristics of the communication may then be compared to the identifying characteristics for a class of content to determine in which class (if any) the content of the communication belongs, thereby producing a content classification 490 for the communication. The messaging policy compliance system 400 then applies any policies related to the content classification, as shown by decision block 420, to determine whether the communication will be delivered via network 430, or dropped, quarantined, etc. as shown by block 440. In the event that a communication does not satisfy policy, the originating system 450 can be alerted to the policy failure. The messaging content compliance system could also notify a system administrator and/or sender of the policy failure.
It should be recognized that content policy can be created in a myriad of ways. For example, as shown in
It should also be recognized that a messaging policy compliance system can be set up to inspect access control right of users authorized to access a set of related files. These access control rights can be used to automatically analyze content-based policy, where the users (who are authorized) view and/or modify the set of related files also have the ability to send and/or receive such similar content as they are allowed to access.
Furthermore, it should be recognized that a messaging policy compliance system can be trained for recognizing content-based anomalous behavior associated with the users of the system. For example, a messaging policy compliance system can observe all communications sent through the system over a period of time. Then, upon detecting that a user is sending communications that include content that is abnormal with respect to the historical usage patterns of that user, the messaging policy compliance system can be configured to drop/quarantine the communication and/or notify a system administrator. In an adaptive manner, a messaging policy compliance system can generate content-based policy(ies) based upon historical usage of content.
A messaging policy compliance system could then receive a set of characteristics associated with the created classification, as shown at step 620. It should be noted that these characteristics could be internally generated, or received from another system. At step 630, the operation scenario allows an administrator to define a rule or policy for communications that include content that matches the characteristics associated with the created classification, whereby a message filtering system could be configured to block messages that do not comply with the defined rule/policy.
Another example of an operational scenario 800 for a messaging policy compliance system is shown in
A messaging policy compliance system can filter messages, for example, as shown by the operational scenario 900 in
Where the messaging policy compliance system is unable to discover a threshold match between the content and the existing classifications, the communication is determined to contain no protected content as shown by step 940. Communications which contain no protected content can be forwarded to the recipient(s), as shown by step 950.
However, where the messaging policy compliance system determines there is a threshold match between the content of the communication and the existing classifications, the communication is examined to determine if content-based policy is satisfied, as shown by decision block 960. Where the content-based policy is not satisfied, the communication is quarantined, dropped, or otherwise blocked by the system, as shown in step 970. Where the content-based policy is satisfied, the communication is forwarded to the one or more systems associated with the intended recipient(s).
In various examples, normalization can also include translating a communication from a variety of languages into a common comparison language. For example, where a communication is in German, comparison techniques would not detect a classification match where the classification has been defined by English language documents. Thus, for a more complete analysis of all communications, communications can be translated to a common comparison language. It should be understood that this disclosure is not limited to a particular common comparison language. Moreover, it should be understood that the common comparison language may not even be a practiced language, but may merely be a language that is created by a user which has special characteristics that aid in classification of the communication. Further, the common comparison language in various examples may include a combination of several different languages, such as where discrete concepts used in different languages are not adequately described by a single language.
In step 986, the operational scenario 980 generates metadata related to the communication. The metadata can distill the files into identifying characteristics and reduce superfluous language which may not be helpful in associating the communication with any of the classifications. For example, definite and indefinite article, pronouns, and various other linguistic devices are often irrelevant to classification of a file. At step 988, the metadata associated with the communication is compared to existing metadata triggers to determine a classification associated with the communication. At decision block 990, the messaging policy compliance system determines whether a threshold match has been made to identify the communication metadata as being related to the existing classification metadata.
Where the messaging policy compliance system is unable to discover a threshold match between the content and the existing classifications, the communication is determined to contain no protected content as shown by step 992. Communications which contain no protected content can be forwarded to the recipient(s), as shown by step 994.
However, where the messaging policy compliance system determines there is a threshold match between the content of the communication and the existing classifications, the communication is examined to determine if content-based policy is satisfied, as shown by decision block 996. Where the content-based policy is not satisfied, the communication is quarantined, dropped, or otherwise blocked or delayed by the system, as shown in step 998. Where the content-based policy is satisfied, the communication is forwarded to the one or more systems associated with the intended recipient(s).
The system and methods disclosed herein are presented only by way of example and are not meant to limit the scope of the invention. Other variations of the systems and methods described above will be apparent to those skilled in the art and as such are considered to be within scope of the invention. For example, a system and method can be configured to handle many different types of communications, such as legitimate messages or unwanted communications or communications violative of a pre-selected policy. As an illustration, a communication could include a type of content as recognized by the system, and a policy could include a corporate communication policy, a messaging policy, a legislation or regulatory policy, or an international communication policy.
As an example of an architecture the could be used in accordance with systems and methods disclosed herein, an originating system 1000, a receiving system 1010, and a messaging policy compliance system 1020 can each be connected via one or more networks, as shown by
It should also be noted that originating system 1000 and/or receiving system 1010 can include an electronic mail server and/or client, an instant messaging server and/or client, a voice over internet protocol (VoIP) server and/or client, a gopher server and/or client, a file transfer protocol (FTP) server and/or client, a hypertext transfer protocol (HTTP) server and/or client, and combinations thereof, among many other existing network communications protocols.
As another example of the wide scope and variations of systems and methods disclosed herein, the systems and methods may be implemented on various types of computer architectures, such as for example on different types of networked environments. As an illustration,
Local clients 1130 can access application servers 1120 and shared data storage 1110 via the local communication network. External client 1180 can access external application servers 1170 via the Internet 1160. In instances where a local server 1120 or a local client 1130 requires access to an external server 1170 or where an external client 1180 or an external server 1170 requires access to a local server 1120, electronic communications in the appropriate protocol for a given application server flow through “always open” ports of firewall system 1140.
A system 1100 as disclosed herein may be located in a hardware device or on one or more servers connected to the local communication network such as Ethernet 1180 and logically interposed between the firewall system 1140 and the local servers 1120 and clients 1130. Application-related electronic communications attempting to enter or leave the local communications network through the firewall system 1140 are routed to the system 1100.
System 1100 could be used to handle many different types of e-mail and its variety of protocols that are used for e-mail transmission, delivery and processing including SMTP and POP3. These protocols refer, respectively, to standards for communicating e-mail messages between servers and for server-client communication related to e-mail messages. These protocols are defined respectively in particular RFC's (Request for Comments) promulgated by the IETF (Internet Engineering Task Force). The SMIP protocol is defined in RFC 1221, and the POP3 protocol is defined in RFC 1939.
Since the inception of these standards, various needs have evolved in the field of e-mail leading to the development of further standards including enhancements or additional protocols. For instance, various enhancements have evolved to the SMTP standards leading to the evolution of extended SMTP. Examples of extensions may be seen in (1) RFC 1869 that defines a framework for extending the SMTP service by defining a means whereby a server SMTP can inform a client SMTP as to the service extensions it supports and in (2) RFC 1891 that defines an extension to the SMTP service, which allows an SMTP client to specify (s) that delivery status notifications (DSNs) should be generated under certain conditions, (b) whether such notifications should return the contents of the message, and (c) additional information, to be returned with a DSN, that allows the sender to identify both the recipient(s) for which the DSN was issued, and the transaction in which the original message was sent.
In addition, the IMAP protocol has evolved as an alternative to POP3 that supports more advanced interactions between e-mail servers and clients. The protocol is described in RFC 2060.
Other communication mechanisms are also widely used over networks. These communication mechanisms include, but are not limited to, Voice Over IP (VoIP) and Instant Messaging. VoIP is used in IP telephony to provide a set of facilities for managing the delivery of voice information using the Internet Protocol (IP). Instant Messaging is a type of communication involving a client which hooks up to an instant messaging service that delivers communications (e.g., conversations) in realtime.
It is further noted that the systems and methods disclosed herein may use data signals conveyed via networks (e.g., local network, wide are network, internet, etc.), fiber optic medium, carrier waves, wireless networks, etc. for communication with one or more data processing devices. The data signals can carry any or all of the data disclosed herein that is provided to or from a device.
Additionally, methods and systems described herein may be implemented on many different types of processing devices by program code comprising program instructions that are executable by one or more processors. The software program instructions may include source code, object code, machine code, or any other stored data that is operable to cause a processing system to perform methods described herein.
The systems' and methods' data (e.g., associations, mapping, etc.)may be stored and implemented in one or more different types of computer-implemented ways, such as different types of storage devices and programming constructs (e.g., data stores, RAM, ROM. Flush memory, flat files, databases, programming data structures, programming variables, IF-THEN (or similar type) statement constructs, etc.). It is noted that data structures describe formats for use in organizing and storing data in databases, programs, memory, or other computer-readable media for use by a computer program.
The systems and methods may be provided on many different types of computer-readable media including computer storage mechanisms (e.g., CD-ROM, diskette, RAM, flash memory, computer's hard drive, etc.) that contain instructions for use in execution by a processor to perform the methods' operations and implement the systems described herein.
The computer components, software modules, functions and data structures described herein may be connected directly or indirectly to each other in order to allow the flow of data needed for their operations. It is also noted that software instructions or a module can be implemented for example as a subroutine unit of code, or as a software function unit of code, or as an object (as in an object-oriented paradigm), or as an applet, or in a computer script language, or as another type of computer code or firmware. The software components and/or functionality may be located on a single device or distributed across multiple devices depending upon the situation at hand.
It should be understood that as used in the description herein and throughout the claims that follow, the meaning of “a,” “and,” and “the” includes plural reference unless the context clearly dictates otherwise. Also, as used in the description herein and throughout the claims that follow, the meaning of “in” includes “in” and “on” unless the context clearly dictates otherwise. Finally, as used in the description herein and throughout the claims that follow, the meanings of “and” and “or” include both the conjunctive and disjunctive and may be used interchangeably unless the context clearly dictates otherwise; the phrase “exclusive or” may be used indicate situation where only the disjunctive meaning may apply.
Judge, Paul, Schneck, Phyllis Adele, Zdziarski, Jonathan Alexander, Yang, Weilai
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